{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "Chapter 10\n",
    "# 解剖一幅图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "代码来源：https://matplotlib.org/stable/gallery/showcase/anatomy.html"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib.patches import Circle\n",
    "from matplotlib.patheffects import withStroke\n",
    "from matplotlib.ticker import AutoMinorLocator, MultipleLocator"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-09T15:20:17.188768Z",
     "end_time": "2024-07-09T15:20:17.848747Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "royal_blue = [0, 20 / 256, 82 / 256]\n",
    "\n",
    "# make the figure\n",
    "np.random.seed(19680801)\n",
    "\n",
    "X = np.linspace(0.5, 3.5, 100)\n",
    "Y1 = 3 + np.cos(X)\n",
    "Y2 = 1 + np.cos(1 + X / 0.75) / 2\n",
    "Y3 = np.random.uniform(Y1, Y2, len(X))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-09T15:20:17.670830Z",
     "end_time": "2024-07-09T15:20:17.850754Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 750x750 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7.5, 7.5))\n",
    "ax = fig.add_axes([0.2, 0.17, 0.68, 0.7], aspect=1)\n",
    "\n",
    "ax.xaxis.set_major_locator(MultipleLocator(1.000))\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(4))\n",
    "ax.yaxis.set_major_locator(MultipleLocator(1.000))\n",
    "ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n",
    "ax.xaxis.set_minor_formatter(\"{x:.2f}\")\n",
    "\n",
    "ax.set_xlim(0, 4)\n",
    "ax.set_ylim(0, 4)\n",
    "\n",
    "ax.tick_params(which='major', width=1.0, length=10, labelsize=14)\n",
    "ax.tick_params(which='minor', width=1.0, length=5, labelsize=10,\n",
    "               labelcolor='0.25')\n",
    "\n",
    "ax.grid(linestyle=\"--\", linewidth=0.5, color='.25', zorder=-10)\n",
    "\n",
    "ax.plot(X, Y1, c='C0', lw=2.5, label=\"Blue signal\", zorder=10)\n",
    "ax.plot(X, Y2, c='C1', lw=2.5, label=\"Orange signal\")\n",
    "ax.plot(X[::3], Y3[::3], linewidth=0, markersize=9,\n",
    "        marker='s', markerfacecolor='none', markeredgecolor='C4',\n",
    "        markeredgewidth=2.5)\n",
    "\n",
    "ax.set_title(\"Anatomy of a figure\", fontsize=20, verticalalignment='bottom')\n",
    "ax.set_xlabel(\"x Axis label\", fontsize=14)\n",
    "ax.set_ylabel(\"y Axis label\", fontsize=14)\n",
    "ax.legend(loc=\"upper right\", fontsize=14)\n",
    "\n",
    "\n",
    "# Annotate the figure\n",
    "\n",
    "def annotate(x, y, text, code):\n",
    "    # Circle marker\n",
    "    c = Circle((x, y), radius=0.15, clip_on=False, zorder=10, linewidth=2.5,\n",
    "               edgecolor=royal_blue + [0.6], facecolor='none',\n",
    "               path_effects=[withStroke(linewidth=7, foreground='white')])\n",
    "    ax.add_artist(c)\n",
    "\n",
    "    # use path_effects as a background for the texts\n",
    "    # draw the path_effects and the colored text separately so that the\n",
    "    # path_effects cannot clip other texts\n",
    "    for path_effects in [[withStroke(linewidth=7, foreground='white')], []]:\n",
    "        color = 'white' if path_effects else royal_blue\n",
    "        ax.text(x, y - 0.2, text, zorder=100,\n",
    "                ha='center', va='top', weight='bold', color=color,\n",
    "                style='italic', fontfamily='monospace',\n",
    "                path_effects=path_effects)\n",
    "\n",
    "        color = 'white' if path_effects else 'black'\n",
    "        ax.text(x, y - 0.33, code, zorder=100,\n",
    "                ha='center', va='top', weight='normal', color=color,\n",
    "                fontfamily='monospace', fontsize='medium',\n",
    "                path_effects=path_effects)\n",
    "\n",
    "\n",
    "annotate(3.5, -0.13, \"Minor tick label\", \"ax.xaxis.set_minor_formatter\")\n",
    "annotate(-0.03, 1.0, \"Major tick\", \"ax.yaxis.set_major_locator\")\n",
    "annotate(0.00, 3.75, \"Minor tick\", \"ax.yaxis.set_minor_locator\")\n",
    "annotate(-0.15, 3.00, \"Major tick label\", \"ax.yaxis.set_major_formatter\")\n",
    "annotate(1.68, -0.39, \"xlabel\", \"ax.set_xlabel\")\n",
    "annotate(-0.38, 1.67, \"ylabel\", \"ax.set_ylabel\")\n",
    "annotate(1.52, 4.15, \"Title\", \"ax.set_title\")\n",
    "annotate(1.75, 2.80, \"Line\", \"ax.plot\")\n",
    "annotate(2.25, 1.54, \"Markers\", \"ax.scatter\")\n",
    "annotate(3.00, 3.00, \"Grid\", \"ax.grid\")\n",
    "annotate(3.60, 3.58, \"Legend\", \"ax.legend\")\n",
    "annotate(2.5, 0.55, \"Axes\", \"fig.subplots\")\n",
    "annotate(4, 4.5, \"Figure\", \"plt.figure\")\n",
    "annotate(0.65, 0.01, \"x Axis\", \"ax.xaxis\")\n",
    "annotate(0, 0.36, \"y Axis\", \"ax.yaxis\")\n",
    "annotate(4.0, 0.7, \"Spine\", \"ax.spines\")\n",
    "\n",
    "# frame around figure\n",
    "fig.patch.set(linewidth=4, edgecolor='0.5')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-09T15:20:17.686754Z",
     "end_time": "2024-07-09T15:20:18.302576Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
